EDA Profile

Dataset statistics

Number of variables	11
Number of observations	5695
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	533.9 KiB
Average record size in memory	96.0 B

Variable types

Numeric	11

Alerts

`basket_size` is highly overall correlated with `distinct_stock_code` and 3 other fields	High correlation
`distinct_stock_code` is highly overall correlated with `basket_size` and 4 other fields	High correlation
`frequency` is highly overall correlated with `total_products` and 1 other fields	High correlation
`recency` is highly overall correlated with `total_purchases`	High correlation
`returned` is highly overall correlated with `total_purchases`	High correlation
`revenue` is highly overall correlated with `basket_size` and 3 other fields	High correlation
`total_products` is highly overall correlated with `basket_size` and 4 other fields	High correlation
`total_purchases` is highly overall correlated with `distinct_stock_code` and 5 other fields	High correlation
`unique_basket_size` is highly overall correlated with `basket_size` and 1 other fields	High correlation
`revenue` is highly skewed (γ1 = 22.58583907)	Skewed
`total_products` is highly skewed (γ1 = 24.0961482)	Skewed
`basket_size` is highly skewed (γ1 = 58.35463213)	Skewed
`avg_ticket` is highly skewed (γ1 = 71.30305302)	Skewed
`returned` is highly skewed (γ1 = 71.05769911)	Skewed
`customer_id` has unique values	Unique
`returned` has 4191 (73.6%) zeros	Zeros

Reproduction

Analysis started	2024-07-01 14:11:27.871934
Analysis finished	2024-07-01 14:12:09.620232
Duration	41.75 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

customer_id
Real number (ℝ)

UNIQUE

Distinct	5695
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16600.599

Minimum	12346
Maximum	22709
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	12346
5-th percentile	12699.1
Q1	14288.5
median	16227
Q3	18210.5
95-th percentile	21731.1
Maximum	22709
Range	10363
Interquartile range (IQR)	3922

Descriptive statistics

Standard deviation	2808.2419
Coefficient of variation (CV)	0.16916509
Kurtosis	-0.82111592
Mean	16600.599
Median Absolute Deviation (MAD)	1963
Skewness	0.44127055
Sum	94540411
Variance	7886222.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
21110	1	< 0.1%
13745	1	< 0.1%
15584	1	< 0.1%
21089	1	< 0.1%
21088	1	< 0.1%
21087	1	< 0.1%
21086	1	< 0.1%
15578	1	< 0.1%
12424	1	< 0.1%
Other values (5685)	5685	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12346	1	< 0.1%
12347	1	< 0.1%
12348	1	< 0.1%
12349	1	< 0.1%
12350	1	< 0.1%
12352	1	< 0.1%
12353	1	< 0.1%
12354	1	< 0.1%
12355	1	< 0.1%
12356	1	< 0.1%

Value	Count	Frequency (%)
22709	1	< 0.1%
22708	1	< 0.1%
22707	1	< 0.1%
22706	1	< 0.1%
22705	1	< 0.1%
22704	1	< 0.1%
22700	1	< 0.1%
22699	1	< 0.1%
22696	1	< 0.1%
22695	1	< 0.1%

revenue
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5449
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1774.2431

Minimum	0.42
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	0.42
5-th percentile	13.171
Q1	236.135
median	613.2
Q3	1570.74
95-th percentile	5309.696
Maximum	279138.02
Range	279137.6
Interquartile range (IQR)	1334.605

Descriptive statistics

Standard deviation	7582.1085
Coefficient of variation (CV)	4.2734328
Kurtosis	675.64312
Mean	1774.2431
Median Absolute Deviation (MAD)	479.19
Skewness	22.585839
Sum	10104314
Variance	57488370
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.95	9	0.2%
2.95	8	0.1%
4.95	8	0.1%
1.25	8	0.1%
3.75	7	0.1%
12.75	7	0.1%
1.65	7	0.1%
5.95	6	0.1%
7.5	6	0.1%
4.25	6	0.1%
Other values (5439)	5623	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.84	4	0.1%
0.85	3	0.1%
1.07	1	< 0.1%
1.25	8	0.1%
1.44	1	< 0.1%
1.65	7	0.1%
1.69	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
140438.72	1	< 0.1%
124564.53	1	< 0.1%
117375.63	1	< 0.1%
91062.38	1	< 0.1%
77183.6	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

recency
Real number (ℝ)

HIGH CORRELATION

Distinct	304
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.92818

Minimum	0
Maximum	373
Zeros	37
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	23
median	71
Q3	200
95-th percentile	338
Maximum	373
Range	373
Interquartile range (IQR)	177

Descriptive statistics

Standard deviation	111.64589
Coefficient of variation (CV)	0.95482451
Kurtosis	-0.64261503
Mean	116.92818
Median Absolute Deviation (MAD)	61
Skewness	0.81432182
Sum	665906
Variance	12464.806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	110	1.9%
4	105	1.8%
3	98	1.7%
2	92	1.6%
10	86	1.5%
8	82	1.4%
17	79	1.4%
9	79	1.4%
7	78	1.4%
15	66	1.2%
Other values (294)	4820	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	0.6%
1	110	1.9%
2	92	1.6%
3	98	1.7%
4	105	1.8%
5	52	0.9%
7	78	1.4%
8	82	1.4%
9	79	1.4%
10	86	1.5%

Value	Count	Frequency (%)
373	23	0.4%
372	23	0.4%
371	17	0.3%
369	4	0.1%
368	13	0.2%
367	16	0.3%
366	15	0.3%
365	19	0.3%
364	11	0.2%
362	7	0.1%

total_products
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1839
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	962.91572

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	106
median	316
Q3	800.5
95-th percentile	2931.8
Maximum	196844
Range	196843
Interquartile range (IQR)	694.5

Descriptive statistics

Standard deviation	4296.7457
Coefficient of variation (CV)	4.4622241
Kurtosis	865.58334
Mean	962.91572
Median Absolute Deviation (MAD)	252
Skewness	24.096148
Sum	5483805
Variance	18462023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	114	2.0%
2	73	1.3%
3	51	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
12	25	0.4%
88	22	0.4%
72	21	0.4%
7	20	0.4%
Other values (1829)	5256	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	114	2.0%
2	73	1.3%
3	51	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
7	20	0.4%
8	18	0.3%
9	7	0.1%
10	17	0.3%

Value	Count	Frequency (%)
196844	1	< 0.1%
79963	1	< 0.1%
77373	1	< 0.1%
74215	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
62812	1	< 0.1%
58243	1	< 0.1%
57785	1	< 0.1%

distinct_stock_code
Real number (ℝ)

HIGH CORRELATION

Distinct	528
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.597893

Minimum	1
Maximum	7837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	41
Q3	106
95-th percentile	332.3
Maximum	7837
Range	7836
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	210.54112
Coefficient of variation (CV)	2.273714
Kurtosis	510.2114
Mean	92.597893
Median Absolute Deviation (MAD)	33
Skewness	17.750592
Sum	527345
Variance	44327.564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	256	4.5%
2	149	2.6%
3	108	1.9%
10	100	1.8%
6	99	1.7%
9	93	1.6%
5	90	1.6%
4	88	1.5%
11	83	1.5%
7	83	1.5%
Other values (518)	4546	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	256	4.5%
2	149	2.6%
3	108	1.9%
4	88	1.5%
5	90	1.6%
6	99	1.7%
7	83	1.5%
8	81	1.4%
9	93	1.6%
10	100	1.8%

Value	Count	Frequency (%)
7837	1	< 0.1%
5670	1	< 0.1%
5095	1	< 0.1%
4577	1	< 0.1%
2698	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1673	1	< 0.1%
1636	1	< 0.1%

total_purchases
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.471115

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	11
Maximum	206
Range	205
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.8133193
Coefficient of variation (CV)	1.9628619
Kurtosis	302.0876
Mean	3.471115
Median Absolute Deviation (MAD)	0
Skewness	13.192713
Sum	19768
Variance	46.42132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2871	50.4%
2	826	14.5%
3	502	8.8%
4	394	6.9%
5	237	4.2%
6	173	3.0%
7	138	2.4%
8	98	1.7%
9	69	1.2%
10	55	1.0%
Other values (46)	332	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2871	50.4%
2	826	14.5%
3	502	8.8%
4	394	6.9%
5	237	4.2%
6	173	3.0%
7	138	2.4%
8	98	1.7%
9	69	1.2%
10	55	1.0%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	< 0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	< 0.1%
60	1	< 0.1%
57	1	< 0.1%

basket_size
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2363
Distinct (%)	41.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	260.60816

Minimum	1
Maximum	74215
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	74.9375
median	151.25
Q3	289.27778
95-th percentile	733.5625
Maximum	74215
Range	74214
Interquartile range (IQR)	214.34028

Descriptive statistics

Standard deviation	1073.9887
Coefficient of variation (CV)	4.1210861
Kurtosis	3960.3825
Mean	260.60816
Median Absolute Deviation (MAD)	96.25
Skewness	58.354632
Sum	1484163.5
Variance	1153451.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	115	2.0%
2	72	1.3%
3	51	0.9%
4	49	0.9%
5	35	0.6%
6	29	0.5%
12	26	0.5%
72	22	0.4%
100	22	0.4%
88	21	0.4%
Other values (2353)	5253	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	115	2.0%
2	72	1.3%
3	51	0.9%
3.333333333	1	< 0.1%
4	49	0.9%
5	35	0.6%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6	29	0.5%
6.142857143	1	< 0.1%

Value	Count	Frequency (%)
74215	1	< 0.1%
14149	1	< 0.1%
13956	1	< 0.1%
7824	1	< 0.1%
6009.333333	1	< 0.1%
5963	1	< 0.1%
5197	1	< 0.1%
4300	1	< 0.1%
4282	1	< 0.1%
4280	1	< 0.1%

unique_basket_size
Real number (ℝ)

HIGH CORRELATION

Distinct	1262
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.983069

Minimum	1
Maximum	1113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1.3083333
Q1	9
median	18
Q3	35.658333
95-th percentile	175.3
Maximum	1113
Range	1112
Interquartile range (IQR)	26.658333

Descriptive statistics

Standard deviation	77.010961
Coefficient of variation (CV)	1.9260893
Kurtosis	32.300798
Mean	39.983069
Median Absolute Deviation (MAD)	11.333333
Skewness	4.9960754
Sum	227703.58
Variance	5930.6881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	283	5.0%
2	160	2.8%
3	116	2.0%
13	108	1.9%
10	103	1.8%
9	99	1.7%
6	96	1.7%
4	93	1.6%
5	91	1.6%
11	91	1.6%
Other values (1252)	4455	78.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	283	5.0%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.333333333	2	< 0.1%
1.5	7	0.1%
1.568181818	1	< 0.1%
1.571428571	1	< 0.1%
1.666666667	4	0.1%
1.833333333	1	< 0.1%
2	160	2.8%

Value	Count	Frequency (%)
1113	1	< 0.1%
748	1	< 0.1%
730	1	< 0.1%
720	1	< 0.1%
704	1	< 0.1%
686	1	< 0.1%
675	1	< 0.1%
674	1	< 0.1%
661	1	< 0.1%
650	1	< 0.1%

avg_ticket
Real number (ℝ)

SKEWED

Distinct	5501
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.751248

Minimum	0.42
Maximum	77183.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	0.42
5-th percentile	3.4600235
Q1	7.95
median	15.858824
Q3	21.984194
95-th percentile	76.32
Maximum	77183.6
Range	77183.18
Interquartile range (IQR)	14.034194

Descriptive statistics

Standard deviation	1043.7985
Coefficient of variation (CV)	23.324455
Kurtosis	5245.7371
Mean	44.751248
Median Absolute Deviation (MAD)	7.5030735
Skewness	71.303053
Sum	254858.36
Variance	1089515.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.75	11	0.2%
4.95	10	0.2%
2.95	9	0.2%
1.25	9	0.2%
7.95	8	0.1%
12.75	7	0.1%
8.25	7	0.1%
1.65	7	0.1%
3.35	6	0.1%
5.95	6	0.1%
Other values (5491)	5615	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.42	3	0.1%
0.535	1	< 0.1%
0.65	1	< 0.1%
0.79	1	< 0.1%
0.8371428571	1	< 0.1%
0.84	2	< 0.1%
0.85	3	0.1%
1.002222222	1	< 0.1%
1.02	1	< 0.1%
1.03875	1	< 0.1%

Value	Count	Frequency (%)
77183.6	1	< 0.1%
13305.5	1	< 0.1%
4453.43	1	< 0.1%
3861	1	< 0.1%
3202.92	1	< 0.1%
3096	1	< 0.1%
1687.2	1	< 0.1%
1377.077778	1	< 0.1%
1001.2	1	< 0.1%
952.9875	1	< 0.1%

frequency
Real number (ℝ)

HIGH CORRELATION

Distinct	1226
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54729349

Minimum	0.0054495913
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.01104363
Q1	0.024926433
median	1
Q3	1
95-th percentile	1
Maximum	17
Range	16.99455
Interquartile range (IQR)	0.97507357

Descriptive statistics

Standard deviation	0.55026024
Coefficient of variation (CV)	1.0054208
Kurtosis	139.13414
Mean	0.54729349
Median Absolute Deviation (MAD)	0
Skewness	4.8585728
Sum	3116.8364
Variance	0.30278633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2879	50.6%
2	47	0.8%
0.0625	17	0.3%
0.02777777778	17	0.3%
0.02380952381	16	0.3%
0.08333333333	15	0.3%
0.09090909091	15	0.3%
0.03448275862	14	0.2%
0.02941176471	14	0.2%
0.07692307692	13	0.2%
Other values (1216)	2648	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	< 0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	< 0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	< 0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
4	1	< 0.1%
3	5	0.1%
2	47	0.8%
1.142857143	1	< 0.1%
1	2879	50.6%
0.75	1	< 0.1%
0.6666666667	3	0.1%
0.550802139	1	< 0.1%
0.5335120643	1	< 0.1%

returned
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	214
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.268306

Minimum	0
Maximum	74215
Zeros	4191
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	89.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	38.3
Maximum	74215
Range	74215
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1004.3217
Coefficient of variation (CV)	32.11948
Kurtosis	5232.3595
Mean	31.268306
Median Absolute Deviation (MAD)	0
Skewness	71.057699
Sum	178073
Variance	1008662.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4191	73.6%
1	169	3.0%
2	150	2.6%
3	105	1.8%
4	89	1.6%
6	78	1.4%
5	61	1.1%
12	52	0.9%
7	44	0.8%
8	43	0.8%
Other values (204)	713	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4191	73.6%
1	169	3.0%
2	150	2.6%
3	105	1.8%
4	89	1.6%
5	61	1.1%
6	78	1.4%
7	44	0.8%
8	43	0.8%
9	41	0.7%

Value	Count	Frequency (%)
74215	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%

Auto

Heatmap
Table

	avg_ticket	basket_size	customer_id	distinct_stock_code	frequency	recency	returned	revenue	total_products	total_purchases	unique_basket_size
avg_ticket	1.000	0.266	-0.386	-0.140	-0.228	-0.148	0.268	0.344	0.330	0.267	-0.354
basket_size	0.266	1.000	-0.147	0.612	-0.129	-0.198	0.182	0.723	0.790	0.157	0.609
customer_id	-0.386	-0.147	1.000	-0.048	0.380	0.245	-0.277	-0.181	-0.291	-0.383	0.113
distinct_stock_code	-0.140	0.612	-0.048	1.000	-0.359	-0.379	0.316	0.836	0.781	0.533	0.768
frequency	-0.228	-0.129	0.380	-0.359	1.000	0.486	-0.366	-0.453	-0.514	-0.799	0.031
recency	-0.148	-0.198	0.245	-0.379	0.486	1.000	-0.320	-0.426	-0.496	-0.597	-0.038
returned	0.268	0.182	-0.277	0.316	-0.366	-0.320	1.000	0.433	0.456	0.538	-0.022
revenue	0.344	0.723	-0.181	0.836	-0.453	-0.426	0.433	1.000	0.930	0.644	0.488
total_products	0.330	0.790	-0.291	0.781	-0.514	-0.496	0.456	0.930	1.000	0.694	0.412
total_purchases	0.267	0.157	-0.383	0.533	-0.799	-0.597	0.538	0.644	0.694	1.000	-0.047
unique_basket_size	-0.354	0.609	0.113	0.768	0.031	-0.038	-0.022	0.488	0.412	-0.047	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	revenue	recency	total_products	distinct_stock_code	total_purchases	basket_size	unique_basket_size	avg_ticket	frequency	returned
0	17850	5391.21	372.0	1733.0	297.0	34.0	50.970588	8.735294	18.152222	17.000000	40.0
1	13047	3232.59	56.0	1390.0	171.0	9.0	154.444444	19.000000	18.904035	0.028302	35.0
2	12583	6705.38	2.0	5028.0	232.0	15.0	335.200000	15.466667	28.902500	0.040323	50.0
3	13748	948.25	95.0	439.0	28.0	5.0	87.800000	5.600000	33.866071	0.017921	0.0
4	15100	876.00	333.0	80.0	3.0	3.0	26.666667	1.000000	292.000000	0.073171	22.0
5	15291	4623.30	25.0	2102.0	102.0	14.0	150.142857	7.285714	45.326471	0.040115	29.0
6	14688	5630.87	7.0	3621.0	327.0	21.0	172.428571	15.571429	17.219786	0.057221	399.0
7	17809	5411.91	16.0	2057.0	61.0	12.0	171.416667	5.083333	88.719836	0.033520	41.0
8	15311	60767.90	0.0	38194.0	2379.0	91.0	419.714286	26.142857	25.543464	0.243316	474.0
9	16098	2005.63	87.0	613.0	67.0	7.0	87.571429	9.571429	29.934776	0.024390	0.0

	customer_id	revenue	recency	total_products	distinct_stock_code	total_purchases	basket_size	unique_basket_size	avg_ticket	frequency
5776	22700	4839.42	1.0	1074.0	62.0	1.0	1074.0	62.0	78.055161	1.0
5777	13298	360.00	1.0	96.0	2.0	1.0	96.0	2.0	180.000000	1.0
5778	14569	227.39	1.0	79.0	12.0	1.0	79.0	12.0	18.949167	1.0
5779	22704	17.90	1.0	14.0	7.0	1.0	14.0	7.0	2.557143	1.0
5780	22705	3.35	1.0	2.0	2.0	1.0	2.0	2.0	1.675000	1.0
5781	22706	5699.00	1.0	1747.0	634.0	1.0	1747.0	634.0	8.988959	1.0
5782	22707	6756.06	0.0	2010.0	730.0	1.0	2010.0	730.0	9.254877	1.0
5783	22708	3217.20	0.0	654.0	59.0	1.0	654.0	59.0	54.528814	1.0
5784	22709	3950.72	0.0	731.0	217.0	1.0	731.0	217.0	18.206083	1.0
5785	12713	794.55	0.0	505.0	37.0	1.0	505.0	37.0	21.474324	1.0

Overview

Variables

Interactions

Correlations

Missing values

Sample